The silence in the car was thick, oppressive. Michael gripped the steering wheel so tightly his knuckles were white. The highway stretched before him, a ribbon of asphalt leading nowhere. He punched the dashboard lightly, the dull thud doing little to alleviate the tension.

He pictured Sarah, her triumphant smile, the way she effortlessly navigated any social situation. He increased the speed, pushing the car faster, faster. He needed to *escape* this feeling, to drive it away.

Each mile felt like a blow, each passing landmark a reminder of his loss. He took a sharp turn, tires screeching against the pavement.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296